Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 94 |
| Missing cells | 19 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.3 KiB |
| Average record size in memory | 145.4 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 3 |
| Numeric | 14 |
Fruitset_marked is highly overall correlated with Fruitset_total and 2 other fields | High correlation |
Fruitset_total is highly overall correlated with Fruitset_marked | High correlation |
Marked_flower is highly overall correlated with Marked_fruit and 5 other fields | High correlation |
Marked_fruit is highly overall correlated with Fruitset_marked and 5 other fields | High correlation |
Seeds_unmarked is highly overall correlated with Total_fruit and 1 other fields | High correlation |
Sum of seed_marked is highly overall correlated with Fruitset_marked and 4 other fields | High correlation |
Supp_flower is highly overall correlated with Treatment | High correlation |
Total_fruit is highly overall correlated with Marked_flower and 7 other fields | High correlation |
Total_seed is highly overall correlated with Marked_flower and 4 other fields | High correlation |
Treatment is highly overall correlated with Supp_flower | High correlation |
Unmarked_flower is highly overall correlated with Marked_flower and 2 other fields | High correlation |
Unmarked_fruit is highly overall correlated with Seeds_unmarked and 1 other fields | High correlation |
total_flower is highly overall correlated with Marked_flower and 4 other fields | High correlation |
Unmarked_fruit has 1 (1.1%) missing values | Missing |
Total_fruit has 1 (1.1%) missing values | Missing |
Fruitset_total has 1 (1.1%) missing values | Missing |
Sum of seed_marked has 1 (1.1%) missing values | Missing |
Seeds_unmarked has 7 (7.4%) missing values | Missing |
Total_seed has 8 (8.5%) missing values | Missing |
Genotype has unique values | Unique |
Average of Flower_size has unique values | Unique |
Average of bp_area has unique values | Unique |
Unmarked_flower has 25 (26.6%) zeros | Zeros |
Supp_flower has 72 (76.6%) zeros | Zeros |
Marked_fruit has 25 (26.6%) zeros | Zeros |
Total_fruit has 13 (13.8%) zeros | Zeros |
Fruitset_total has 13 (13.8%) zeros | Zeros |
Fruitset_marked has 25 (26.6%) zeros | Zeros |
Sum of seed_marked has 25 (26.6%) zeros | Zeros |
Seeds_unmarked has 49 (52.1%) zeros | Zeros |
Total_seed has 14 (14.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-17 09:40:29.104914 |
|---|---|
| Analysis finished | 2025-05-17 09:40:48.576294 |
| Duration | 19.47 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Genotype
Text
Unique
| Distinct | 94 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 884.0 B |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0106383 |
| Min length | 4 |
Unique
| Unique | 94 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | K135 |
|---|---|
| 2nd row | K136 |
| 3rd row | K139 |
| 4th row | K140 |
| 5th row | K142 |
| Value | Count | Frequency (%) |
| k135 | 1 | 1.1% |
| k136 | 1 | 1.1% |
| k139 | 1 | 1.1% |
| k140 | 1 | 1.1% |
| k142 | 1 | 1.1% |
| k147 | 1 | 1.1% |
| k155 | 1 | 1.1% |
| k157 | 1 | 1.1% |
| k159 | 1 | 1.1% |
| k168 | 1 | 1.1% |
| Other values (84) | 84 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 79 | |
| N | 48 | |
| K | 46 | |
| 0 | 40 | |
| 2 | 35 | |
| 9 | 33 | |
| 7 | 23 | 6.1% |
| 8 | 19 | 5.0% |
| 5 | 17 | 4.5% |
| 3 | 13 | 3.4% |
| Other values (3) | 24 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 79 | |
| N | 48 | |
| K | 46 | |
| 0 | 40 | |
| 2 | 35 | |
| 9 | 33 | |
| 7 | 23 | 6.1% |
| 8 | 19 | 5.0% |
| 5 | 17 | 4.5% |
| 3 | 13 | 3.4% |
| Other values (3) | 24 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 79 | |
| N | 48 | |
| K | 46 | |
| 0 | 40 | |
| 2 | 35 | |
| 9 | 33 | |
| 7 | 23 | 6.1% |
| 8 | 19 | 5.0% |
| 5 | 17 | 4.5% |
| 3 | 13 | 3.4% |
| Other values (3) | 24 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 79 | |
| N | 48 | |
| K | 46 | |
| 0 | 40 | |
| 2 | 35 | |
| 9 | 33 | |
| 7 | 23 | 6.1% |
| 8 | 19 | 5.0% |
| 5 | 17 | 4.5% |
| 3 | 13 | 3.4% |
| Other values (3) | 24 | 6.4% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KUR |
|---|---|
| 2nd row | KUR |
| 3rd row | KUR |
| 4th row | KUR |
| 5th row | KUR |
Common Values
| Value | Count | Frequency (%) |
| NET | 48 | |
| KUR | 46 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| net | 48 | |
| kur | 46 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 48 | |
| E | 48 | |
| T | 48 | |
| K | 46 | |
| U | 46 | |
| R | 46 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 282 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 48 | |
| E | 48 | |
| T | 48 | |
| K | 46 | |
| U | 46 | |
| R | 46 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 282 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 48 | |
| E | 48 | |
| T | 48 | |
| K | 46 | |
| U | 46 | |
| R | 46 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 282 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 48 | |
| E | 48 | |
| T | 48 | |
| K | 46 | |
| U | 46 | |
| R | 46 |
Treatment
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 884.0 B |
| CONTROL | |
|---|---|
| SUPP |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.3297872 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CONTROL |
|---|---|
| 2nd row | CONTROL |
| 3rd row | CONTROL |
| 4th row | CONTROL |
| 5th row | CONTROL |
Common Values
| Value | Count | Frequency (%) |
| CONTROL | 73 | |
| SUPP | 21 | 22.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| control | 73 | |
| supp | 21 | 22.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 146 | |
| C | 73 | |
| N | 73 | |
| T | 73 | |
| R | 73 | |
| L | 73 | |
| P | 42 | 7.1% |
| S | 21 | 3.5% |
| U | 21 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 595 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 146 | |
| C | 73 | |
| N | 73 | |
| T | 73 | |
| R | 73 | |
| L | 73 | |
| P | 42 | 7.1% |
| S | 21 | 3.5% |
| U | 21 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 595 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 146 | |
| C | 73 | |
| N | 73 | |
| T | 73 | |
| R | 73 | |
| L | 73 | |
| P | 42 | 7.1% |
| S | 21 | 3.5% |
| U | 21 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 595 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 146 | |
| C | 73 | |
| N | 73 | |
| T | 73 | |
| R | 73 | |
| L | 73 | |
| P | 42 | 7.1% |
| S | 21 | 3.5% |
| U | 21 | 3.5% |
total_flower
Real number (ℝ)
High correlation
| Distinct | 22 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2340426 |
| Minimum | 1 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 21.4 |
| Maximum | 34 |
| Range | 33 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.1337838 |
|---|---|
| Coefficient of variation (CV) | 0.98614071 |
| Kurtosis | 3.7331803 |
| Mean | 7.2340426 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.8505115 |
| Sum | 680 |
| Variance | 50.890872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 11 | |
| 5 | 8 | 8.5% |
| 7 | 8 | 8.5% |
| 4 | 6 | 6.4% |
| 6 | 5 | 5.3% |
| 3 | 5 | 5.3% |
| 11 | 4 | 4.3% |
| 9 | 4 | 4.3% |
| 10 | 4 | 4.3% |
| Other values (12) | 20 |
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 11 | |
| 3 | 5 | 5.3% |
| 4 | 6 | 6.4% |
| 5 | 8 | |
| 6 | 5 | 5.3% |
| 7 | 8 | |
| 8 | 3 | 3.2% |
| 9 | 4 | 4.3% |
| 10 | 4 | 4.3% |
| Value | Count | Frequency (%) |
| 34 | 1 | 1.1% |
| 32 | 1 | 1.1% |
| 30 | 1 | 1.1% |
| 28 | 1 | 1.1% |
| 24 | 1 | 1.1% |
| 20 | 1 | 1.1% |
| 19 | 1 | 1.1% |
| 16 | 4 | |
| 15 | 2 | |
| 13 | 1 | 1.1% |
Marked_flower
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.212766 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8011992 |
|---|---|
| Coefficient of variation (CV) | 0.87189644 |
| Kurtosis | 2.8288638 |
| Mean | 3.212766 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.717077 |
| Sum | 302 |
| Variance | 7.846717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 33 | |
| 2 | 19 | |
| 3 | 13 | 13.8% |
| 5 | 8 | 8.5% |
| 4 | 6 | 6.4% |
| 6 | 4 | 4.3% |
| 8 | 3 | 3.2% |
| 9 | 2 | 2.1% |
| 7 | 2 | 2.1% |
| 13 | 2 | 2.1% |
| Other values (2) | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 33 | |
| 2 | 19 | |
| 3 | 13 | 13.8% |
| 4 | 6 | 6.4% |
| 5 | 8 | 8.5% |
| 6 | 4 | 4.3% |
| 7 | 2 | 2.1% |
| 8 | 3 | 3.2% |
| 9 | 2 | 2.1% |
| 10 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 13 | 2 | 2.1% |
| 12 | 1 | 1.1% |
| 10 | 1 | 1.1% |
| 9 | 2 | 2.1% |
| 8 | 3 | 3.2% |
| 7 | 2 | 2.1% |
| 6 | 4 | 4.3% |
| 5 | 8 | |
| 4 | 6 | |
| 3 | 13 |
Unmarked_flower
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0212766 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 25 |
| Zeros (%) | 26.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 14.35 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.0053277 |
|---|---|
| Coefficient of variation (CV) | 1.2447111 |
| Kurtosis | 4.6425293 |
| Mean | 4.0212766 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.0314648 |
| Sum | 378 |
| Variance | 25.053306 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 3 | 11 | |
| 1 | 11 | |
| 2 | 10 | 10.6% |
| 5 | 9 | 9.6% |
| 4 | 7 | 7.4% |
| 6 | 5 | 5.3% |
| 10 | 2 | 2.1% |
| 7 | 2 | 2.1% |
| 14 | 2 | 2.1% |
| Other values (10) | 10 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 1 | 11 | |
| 2 | 10 | 10.6% |
| 3 | 11 | |
| 4 | 7 | 7.4% |
| 5 | 9 | 9.6% |
| 6 | 5 | 5.3% |
| 7 | 2 | 2.1% |
| 8 | 1 | 1.1% |
| 9 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 26 | 1 | |
| 20 | 1 | |
| 18 | 1 | |
| 17 | 1 | |
| 15 | 1 | |
| 14 | 2 | |
| 13 | 1 | |
| 12 | 1 | |
| 11 | 1 | |
| 10 | 2 |
Supp_flower
Real number (ℝ)
High correlation Zeros
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53191489 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 72 |
| Zeros (%) | 76.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3733416 |
|---|---|
| Coefficient of variation (CV) | 2.5818823 |
| Kurtosis | 14.733982 |
| Mean | 0.53191489 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6475058 |
| Sum | 50 |
| Variance | 1.8860673 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 72 | |
| 1 | 13 | 13.8% |
| 3 | 3 | 3.2% |
| 2 | 2 | 2.1% |
| 5 | 1 | 1.1% |
| 7 | 1 | 1.1% |
| 4 | 1 | 1.1% |
| 8 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 72 | |
| 1 | 13 | 13.8% |
| 2 | 2 | 2.1% |
| 3 | 3 | 3.2% |
| 4 | 1 | 1.1% |
| 5 | 1 | 1.1% |
| 7 | 1 | 1.1% |
| 8 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 1.1% |
| 7 | 1 | 1.1% |
| 5 | 1 | 1.1% |
| 4 | 1 | 1.1% |
| 3 | 3 | 3.2% |
| 2 | 2 | 2.1% |
| 1 | 13 | 13.8% |
| 0 | 72 |
Marked_fruit
Real number (ℝ)
High correlation Zeros
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5851064 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 25 |
| Zeros (%) | 26.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6291008 |
|---|---|
| Coefficient of variation (CV) | 1.0277549 |
| Kurtosis | 1.4564093 |
| Mean | 1.5851064 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3541876 |
| Sum | 149 |
| Variance | 2.6539693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 33 | |
| 0 | 25 | |
| 2 | 17 | |
| 4 | 6 | 6.4% |
| 3 | 6 | 6.4% |
| 6 | 3 | 3.2% |
| 5 | 3 | 3.2% |
| 7 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 1 | 33 | |
| 2 | 17 | |
| 3 | 6 | 6.4% |
| 4 | 6 | 6.4% |
| 5 | 3 | 3.2% |
| 6 | 3 | 3.2% |
| 7 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | 1.1% |
| 6 | 3 | 3.2% |
| 5 | 3 | 3.2% |
| 4 | 6 | 6.4% |
| 3 | 6 | 6.4% |
| 2 | 17 | |
| 1 | 33 | |
| 0 | 25 |
Unmarked_fruit
Categorical
High correlation Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 1 |
| Missing (%) | 1.1% |
| Memory size | 884.0 B |
| 0.0 | |
|---|---|
| 1.0 | |
| 3.0 | |
| 2.0 | |
| 5.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 48 | |
| 1.0 | 33 | |
| 3.0 | 6 | 6.4% |
| 2.0 | 5 | 5.3% |
| 5.0 | 1 | 1.1% |
| (Missing) | 1 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 48 | |
| 1.0 | 33 | |
| 3.0 | 6 | 6.5% |
| 2.0 | 5 | 5.4% |
| 5.0 | 1 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 141 | |
| . | 93 | |
| 1 | 33 | 11.8% |
| 3 | 6 | 2.2% |
| 2 | 5 | 1.8% |
| 5 | 1 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 279 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 141 | |
| . | 93 | |
| 1 | 33 | 11.8% |
| 3 | 6 | 2.2% |
| 2 | 5 | 1.8% |
| 5 | 1 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 279 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 141 | |
| . | 93 | |
| 1 | 33 | 11.8% |
| 3 | 6 | 2.2% |
| 2 | 5 | 1.8% |
| 5 | 1 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 279 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 141 | |
| . | 93 | |
| 1 | 33 | 11.8% |
| 3 | 6 | 2.2% |
| 2 | 5 | 1.8% |
| 5 | 1 | 0.4% |
Total_fruit
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 1 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.311828 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 13 |
| Zeros (%) | 13.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.0798124 |
|---|---|
| Coefficient of variation (CV) | 0.89963976 |
| Kurtosis | 1.7142545 |
| Mean | 2.311828 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3951485 |
| Sum | 215 |
| Variance | 4.3256194 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 2 | 23 | |
| 0 | 13 | |
| 3 | 11 | |
| 4 | 6 | 6.4% |
| 5 | 4 | 4.3% |
| 6 | 3 | 3.2% |
| 7 | 3 | 3.2% |
| 9 | 2 | 2.1% |
| 8 | 1 | 1.1% |
| (Missing) | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 27 | |
| 2 | 23 | |
| 3 | 11 | |
| 4 | 6 | 6.4% |
| 5 | 4 | 4.3% |
| 6 | 3 | 3.2% |
| 7 | 3 | 3.2% |
| 8 | 1 | 1.1% |
| 9 | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | 2.1% |
| 8 | 1 | 1.1% |
| 7 | 3 | 3.2% |
| 6 | 3 | 3.2% |
| 5 | 4 | 4.3% |
| 4 | 6 | 6.4% |
| 3 | 11 | |
| 2 | 23 | |
| 1 | 27 | |
| 0 | 13 |
Average of Flower_size
Real number (ℝ)
Unique
| Distinct | 94 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.832965 |
| Minimum | 24.03904 |
|---|---|
| Maximum | 82.6458 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 24.03904 |
|---|---|
| 5-th percentile | 28.938152 |
| Q1 | 37.413379 |
| median | 45.1191 |
| Q3 | 51.23104 |
| 95-th percentile | 65.982536 |
| Maximum | 82.6458 |
| Range | 58.60676 |
| Interquartile range (IQR) | 13.817661 |
Descriptive statistics
| Standard deviation | 12.063261 |
|---|---|
| Coefficient of variation (CV) | 0.26320054 |
| Kurtosis | 1.2844755 |
| Mean | 45.832965 |
| Median Absolute Deviation (MAD) | 6.9606167 |
| Skewness | 0.91412015 |
| Sum | 4308.2987 |
| Variance | 145.52227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.6324 | 1 | 1.1% |
| 45.224 | 1 | 1.1% |
| 36.642 | 1 | 1.1% |
| 36.01908 | 1 | 1.1% |
| 51.3162 | 1 | 1.1% |
| 42.92665 | 1 | 1.1% |
| 34.7259 | 1 | 1.1% |
| 40.5669 | 1 | 1.1% |
| 24.03904 | 1 | 1.1% |
| 34.77956 | 1 | 1.1% |
| Other values (84) | 84 |
| Value | Count | Frequency (%) |
| 24.03904 | 1 | |
| 24.50226667 | 1 | |
| 26.676 | 1 | |
| 27.4122 | 1 | |
| 27.64883333 | 1 | |
| 29.6324 | 1 | |
| 30.6747 | 1 | |
| 31.7393 | 1 | |
| 31.9566 | 1 | |
| 32.2188 | 1 |
| Value | Count | Frequency (%) |
| 82.6458 | 1 | |
| 81.989 | 1 | |
| 81.0836 | 1 | |
| 75.9096 | 1 | |
| 67.06466667 | 1 | |
| 65.39985 | 1 | |
| 64.848 | 1 | |
| 64.48946 | 1 | |
| 64.09995 | 1 | |
| 64.05766667 | 1 |
Average of tunnel_volume_cm
Real number (ℝ)
| Distinct | 93 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5363374 |
| Minimum | 1.58137 |
|---|---|
| Maximum | 6.67128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 1.58137 |
|---|---|
| 5-th percentile | 2.0691765 |
| Q1 | 3.0065292 |
| median | 3.5115722 |
| Q3 | 4.0837897 |
| 95-th percentile | 5.108344 |
| Maximum | 6.67128 |
| Range | 5.08991 |
| Interquartile range (IQR) | 1.0772605 |
Descriptive statistics
| Standard deviation | 0.92037897 |
|---|---|
| Coefficient of variation (CV) | 0.26026334 |
| Kurtosis | 0.94613478 |
| Mean | 3.5363374 |
| Median Absolute Deviation (MAD) | 0.53926658 |
| Skewness | 0.54861083 |
| Sum | 332.41571 |
| Variance | 0.84709745 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.556036 | 2 | 2.1% |
| 4.29786 | 1 | 1.1% |
| 3.153465 | 1 | 1.1% |
| 3.3880752 | 1 | 1.1% |
| 3.71606 | 1 | 1.1% |
| 3.611496 | 1 | 1.1% |
| 3.601684 | 1 | 1.1% |
| 4.086082 | 1 | 1.1% |
| 3.63258 | 1 | 1.1% |
| 2.08521 | 1 | 1.1% |
| Other values (83) | 83 |
| Value | Count | Frequency (%) |
| 1.58137 | 1 | |
| 1.832787 | 1 | |
| 1.954228 | 1 | |
| 1.978792 | 1 | |
| 2.0394 | 1 | |
| 2.08521 | 1 | |
| 2.201400083 | 1 | |
| 2.242 | 1 | |
| 2.425437 | 1 | |
| 2.426432 | 1 |
| Value | Count | Frequency (%) |
| 6.67128 | 1 | |
| 5.97516 | 1 | |
| 5.649018 | 1 | |
| 5.360754 | 1 | |
| 5.26014 | 1 | |
| 5.026607714 | 1 | |
| 4.92147 | 1 | |
| 4.657213333 | 1 | |
| 4.581713 | 1 | |
| 4.578324 | 1 |
Average of bp_area
Real number (ℝ)
Unique
| Distinct | 94 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8784794 |
| Minimum | 5.1775 |
|---|---|
| Maximum | 11.784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 5.1775 |
|---|---|
| 5-th percentile | 6.02025 |
| Q1 | 7.087375 |
| median | 7.8263333 |
| Q3 | 8.391775 |
| 95-th percentile | 10.41232 |
| Maximum | 11.784 |
| Range | 6.6065 |
| Interquartile range (IQR) | 1.3044 |
Descriptive statistics
| Standard deviation | 1.283971 |
|---|---|
| Coefficient of variation (CV) | 0.16297193 |
| Kurtosis | 1.0407379 |
| Mean | 7.8784794 |
| Median Absolute Deviation (MAD) | 0.644125 |
| Skewness | 0.72695636 |
| Sum | 740.57707 |
| Variance | 1.6485815 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.59 | 1 | 1.1% |
| 8.1345 | 1 | 1.1% |
| 7.903 | 1 | 1.1% |
| 6.9836 | 1 | 1.1% |
| 7.445 | 1 | 1.1% |
| 6.58775 | 1 | 1.1% |
| 7.652 | 1 | 1.1% |
| 7.841 | 1 | 1.1% |
| 7.7836 | 1 | 1.1% |
| 8.1333 | 1 | 1.1% |
| Other values (84) | 84 |
| Value | Count | Frequency (%) |
| 5.1775 | 1 | |
| 5.452 | 1 | |
| 5.735333333 | 1 | |
| 5.7765 | 1 | |
| 5.978 | 1 | |
| 6.043 | 1 | |
| 6.1205 | 1 | |
| 6.201 | 1 | |
| 6.292 | 1 | |
| 6.314 | 1 |
| Value | Count | Frequency (%) |
| 11.784 | 1 | |
| 11.481 | 1 | |
| 11.095 | 1 | |
| 10.928 | 1 | |
| 10.43 | 1 | |
| 10.4028 | 1 | |
| 10.3045 | 1 | |
| 10.043 | 1 | |
| 9.664 | 1 | |
| 9.588 | 1 |
Fruitset_total
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 36 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 1 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4559163 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 13 |
| Zeros (%) | 13.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.18181818 |
| median | 0.38461538 |
| Q3 | 0.6 |
| 95-th percentile | 1 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 0.41818182 |
Descriptive statistics
| Standard deviation | 0.38967027 |
|---|---|
| Coefficient of variation (CV) | 0.85469694 |
| Kurtosis | 3.5930703 |
| Mean | 0.4559163 |
| Median Absolute Deviation (MAD) | 0.21538462 |
| Skewness | 1.4993228 |
| Sum | 42.400216 |
| Variance | 0.15184292 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 13 | |
| 0.5 | 12 | 12.8% |
| 0.3333333333 | 8 | 8.5% |
| 0.2 | 4 | 4.3% |
| 0.1666666667 | 4 | 4.3% |
| 0.4 | 3 | 3.2% |
| 0.2857142857 | 2 | 2.1% |
| 2 | 2 | 2.1% |
| 0.4285714286 | 2 | 2.1% |
| Other values (26) | 30 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.08333333333 | 1 | 1.1% |
| 0.125 | 2 | 2.1% |
| 0.1333333333 | 1 | 1.1% |
| 0.1428571429 | 1 | 1.1% |
| 0.1578947368 | 1 | 1.1% |
| 0.1666666667 | 4 | 4.3% |
| 0.1818181818 | 1 | 1.1% |
| 0.1875 | 1 | 1.1% |
| 0.2 | 4 | 4.3% |
| Value | Count | Frequency (%) |
| 2 | 2 | 2.1% |
| 1 | 13 | |
| 0.875 | 1 | 1.1% |
| 0.8571428571 | 1 | 1.1% |
| 0.8 | 1 | 1.1% |
| 0.75 | 2 | 2.1% |
| 0.6666666667 | 1 | 1.1% |
| 0.6363636364 | 1 | 1.1% |
| 0.6 | 2 | 2.1% |
| 0.5714285714 | 1 | 1.1% |
Fruitset_marked
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50879608 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 25 |
| Zeros (%) | 26.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.5 |
| Q3 | 0.95833333 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95833333 |
Descriptive statistics
| Standard deviation | 0.38379401 |
|---|---|
| Coefficient of variation (CV) | 0.75431793 |
| Kurtosis | -1.4203738 |
| Mean | 0.50879608 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.085122215 |
| Sum | 47.826832 |
| Variance | 0.14729784 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 1 | 24 | |
| 0.5 | 12 | |
| 0.6666666667 | 7 | 7.4% |
| 0.3333333333 | 4 | 4.3% |
| 0.8 | 3 | 3.2% |
| 0.75 | 3 | 3.2% |
| 0.6 | 3 | 3.2% |
| 0.4 | 2 | 2.1% |
| 0.2222222222 | 1 | 1.1% |
| Other values (10) | 10 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 0.1538461538 | 1 | 1.1% |
| 0.1666666667 | 1 | 1.1% |
| 0.2 | 1 | 1.1% |
| 0.2222222222 | 1 | 1.1% |
| 0.25 | 1 | 1.1% |
| 0.3333333333 | 4 | 4.3% |
| 0.4 | 2 | 2.1% |
| 0.4285714286 | 1 | 1.1% |
| 0.4444444444 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 24 | |
| 0.8333333333 | 1 | 1.1% |
| 0.8 | 3 | 3.2% |
| 0.75 | 3 | 3.2% |
| 0.7142857143 | 1 | 1.1% |
| 0.6666666667 | 7 | 7.4% |
| 0.625 | 1 | 1.1% |
| 0.6 | 3 | 3.2% |
| 0.5384615385 | 1 | 1.1% |
| 0.5 | 12 |
Sum of seed_marked
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 52 |
|---|---|
| Distinct (%) | 55.9% |
| Missing | 1 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.849462 |
| Minimum | 0 |
|---|---|
| Maximum | 168 |
| Zeros | 25 |
| Zeros (%) | 26.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 46 |
| 95-th percentile | 114.6 |
| Maximum | 168 |
| Range | 168 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 36.471831 |
|---|---|
| Coefficient of variation (CV) | 1.2218589 |
| Kurtosis | 2.5276898 |
| Mean | 29.849462 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 1.6153713 |
| Sum | 2776 |
| Variance | 1330.1945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 7 | 4 | 4.3% |
| 8 | 3 | 3.2% |
| 2 | 3 | 3.2% |
| 3 | 3 | 3.2% |
| 44 | 2 | 2.1% |
| 26 | 2 | 2.1% |
| 19 | 2 | 2.1% |
| 15 | 2 | 2.1% |
| 34 | 2 | 2.1% |
| Other values (42) | 45 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 2 | 3 | 3.2% |
| 3 | 3 | 3.2% |
| 4 | 1 | 1.1% |
| 5 | 1 | 1.1% |
| 6 | 1 | 1.1% |
| 7 | 4 | 4.3% |
| 8 | 3 | 3.2% |
| 9 | 1 | 1.1% |
| 14 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 168 | 1 | |
| 133 | 1 | |
| 131 | 1 | |
| 127 | 1 | |
| 117 | 1 | |
| 113 | 1 | |
| 101 | 1 | |
| 84 | 1 | |
| 81 | 1 | |
| 72 | 1 |
Seeds_unmarked
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 7 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.091954 |
| Minimum | 0 |
|---|---|
| Maximum | 143 |
| Zeros | 49 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 22.5 |
| 95-th percentile | 64.5 |
| Maximum | 143 |
| Range | 143 |
| Interquartile range (IQR) | 22.5 |
Descriptive statistics
| Standard deviation | 25.897217 |
|---|---|
| Coefficient of variation (CV) | 1.7159618 |
| Kurtosis | 7.0924132 |
| Mean | 15.091954 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3861495 |
| Sum | 1313 |
| Variance | 670.66586 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 9 | 4 | 4.3% |
| 5 | 3 | 3.2% |
| 53 | 2 | 2.1% |
| 20 | 2 | 2.1% |
| 27 | 2 | 2.1% |
| 54 | 1 | 1.1% |
| 2 | 1 | 1.1% |
| 52 | 1 | 1.1% |
| 61 | 1 | 1.1% |
| Other values (21) | 21 | |
| (Missing) | 7 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 2 | 1 | 1.1% |
| 5 | 3 | 3.2% |
| 6 | 1 | 1.1% |
| 8 | 1 | 1.1% |
| 9 | 4 | 4.3% |
| 12 | 1 | 1.1% |
| 18 | 1 | 1.1% |
| 19 | 1 | 1.1% |
| 20 | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 143 | 1 | |
| 102 | 1 | |
| 69 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 61 | 1 | |
| 58 | 1 | |
| 54 | 1 | |
| 53 | 2 | |
| 52 | 1 |
Total_seed
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 51 |
|---|---|
| Distinct (%) | 59.3% |
| Missing | 8 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.523256 |
| Minimum | 0 |
|---|---|
| Maximum | 209 |
| Zeros | 14 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 884.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8 |
| median | 32.5 |
| Q3 | 59.5 |
| 95-th percentile | 133 |
| Maximum | 209 |
| Range | 209 |
| Interquartile range (IQR) | 51.5 |
Descriptive statistics
| Standard deviation | 45.993024 |
|---|---|
| Coefficient of variation (CV) | 1.0567459 |
| Kurtosis | 1.9503593 |
| Mean | 43.523256 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | 1.4736901 |
| Sum | 3743 |
| Variance | 2115.3583 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | 14.9% |
| 8 | 4 | 4.3% |
| 7 | 3 | 3.2% |
| 41 | 2 | 2.1% |
| 30 | 2 | 2.1% |
| 2 | 2 | 2.1% |
| 15 | 2 | 2.1% |
| 133 | 2 | 2.1% |
| 6 | 2 | 2.1% |
| 12 | 2 | 2.1% |
| Other values (41) | 51 | |
| (Missing) | 8 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 2 | 2 | 2.1% |
| 6 | 2 | 2.1% |
| 7 | 3 | 3.2% |
| 8 | 4 | 4.3% |
| 9 | 2 | 2.1% |
| 12 | 2 | 2.1% |
| 15 | 2 | 2.1% |
| 17 | 1 | 1.1% |
| 21 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 209 | 1 | |
| 171 | 1 | |
| 168 | 1 | |
| 150 | 1 | |
| 133 | 2 | |
| 131 | 1 | |
| 128 | 1 | |
| 127 | 1 | |
| 106 | 1 | |
| 102 | 1 |
Interactions
Correlations
| Average of Flower_size | Average of bp_area | Average of tunnel_volume_cm | Fruitset_marked | Fruitset_total | Marked_flower | Marked_fruit | Population | Seeds_unmarked | Sum of seed_marked | Supp_flower | Total_fruit | Total_seed | Treatment | Unmarked_flower | Unmarked_fruit | total_flower | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Average of Flower_size | 1.000 | 0.049 | 0.491 | 0.022 | -0.001 | 0.004 | 0.050 | 0.452 | -0.187 | 0.079 | 0.231 | -0.069 | -0.028 | 0.080 | -0.171 | 0.000 | -0.110 |
| Average of bp_area | 0.049 | 1.000 | -0.054 | 0.030 | -0.061 | -0.005 | 0.006 | 0.391 | -0.005 | -0.011 | -0.015 | -0.061 | -0.015 | 0.469 | -0.005 | 0.067 | -0.032 |
| Average of tunnel_volume_cm | 0.491 | -0.054 | 1.000 | -0.055 | -0.085 | 0.126 | 0.020 | 0.228 | 0.066 | 0.072 | 0.023 | -0.008 | 0.173 | 0.000 | -0.017 | 0.000 | 0.032 |
| Fruitset_marked | 0.022 | 0.030 | -0.055 | 1.000 | 0.642 | -0.086 | 0.560 | 0.153 | -0.183 | 0.555 | 0.197 | 0.339 | 0.322 | 0.105 | -0.066 | 0.000 | -0.089 |
| Fruitset_total | -0.001 | -0.061 | -0.085 | 0.642 | 1.000 | -0.178 | 0.247 | 0.192 | 0.175 | 0.292 | 0.223 | 0.295 | 0.297 | 0.286 | -0.410 | 0.136 | -0.364 |
| Marked_flower | 0.004 | -0.005 | 0.126 | -0.086 | -0.178 | 1.000 | 0.715 | 0.175 | 0.334 | 0.560 | -0.133 | 0.744 | 0.641 | 0.000 | 0.658 | 0.197 | 0.853 |
| Marked_fruit | 0.050 | 0.006 | 0.020 | 0.560 | 0.247 | 0.715 | 1.000 | 0.000 | 0.099 | 0.853 | 0.051 | 0.862 | 0.711 | 0.000 | 0.477 | 0.206 | 0.605 |
| Population | 0.452 | 0.391 | 0.228 | 0.153 | 0.192 | 0.175 | 0.000 | 1.000 | 0.327 | 0.000 | 0.424 | 0.171 | 0.295 | 0.491 | 0.295 | 0.305 | 0.082 |
| Seeds_unmarked | -0.187 | -0.005 | 0.066 | -0.183 | 0.175 | 0.334 | 0.099 | 0.327 | 1.000 | -0.017 | -0.035 | 0.503 | 0.465 | 0.000 | 0.281 | 0.508 | 0.321 |
| Sum of seed_marked | 0.079 | -0.011 | 0.072 | 0.555 | 0.292 | 0.560 | 0.853 | 0.000 | -0.017 | 1.000 | 0.007 | 0.691 | 0.812 | 0.000 | 0.351 | 0.227 | 0.453 |
| Supp_flower | 0.231 | -0.015 | 0.023 | 0.197 | 0.223 | -0.133 | 0.051 | 0.424 | -0.035 | 0.007 | 1.000 | -0.024 | -0.049 | 0.945 | -0.215 | 0.000 | -0.208 |
| Total_fruit | -0.069 | -0.061 | -0.008 | 0.339 | 0.295 | 0.744 | 0.862 | 0.171 | 0.503 | 0.691 | -0.024 | 1.000 | 0.785 | 0.000 | 0.599 | 0.513 | 0.702 |
| Total_seed | -0.028 | -0.015 | 0.173 | 0.322 | 0.297 | 0.641 | 0.711 | 0.295 | 0.465 | 0.812 | -0.049 | 0.785 | 1.000 | 0.179 | 0.396 | 0.427 | 0.521 |
| Treatment | 0.080 | 0.469 | 0.000 | 0.105 | 0.286 | 0.000 | 0.000 | 0.491 | 0.000 | 0.000 | 0.945 | 0.000 | 0.179 | 1.000 | 0.157 | 0.019 | 0.049 |
| Unmarked_flower | -0.171 | -0.005 | -0.017 | -0.066 | -0.410 | 0.658 | 0.477 | 0.295 | 0.281 | 0.351 | -0.215 | 0.599 | 0.396 | 0.157 | 1.000 | 0.350 | 0.943 |
| Unmarked_fruit | 0.000 | 0.067 | 0.000 | 0.000 | 0.136 | 0.197 | 0.206 | 0.305 | 0.508 | 0.227 | 0.000 | 0.513 | 0.427 | 0.019 | 0.350 | 1.000 | 0.272 |
| total_flower | -0.110 | -0.032 | 0.032 | -0.089 | -0.364 | 0.853 | 0.605 | 0.082 | 0.321 | 0.453 | -0.208 | 0.702 | 0.521 | 0.049 | 0.943 | 0.272 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Genotype | Population | Treatment | total_flower | Marked_flower | Unmarked_flower | Supp_flower | Marked_fruit | Unmarked_fruit | Total_fruit | Average of Flower_size | Average of tunnel_volume_cm | Average of bp_area | Fruitset_total | Fruitset_marked | Sum of seed_marked | Seeds_unmarked | Total_seed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | K135 | KUR | CONTROL | 4 | 1 | 3 | 0 | 1 | 1.0 | 2.0 | 29.63240 | 3.716060 | 6.59000 | 0.500000 | 1.00 | 8.0 | NaN | NaN |
| 1 | K136 | KUR | CONTROL | 2 | 2 | 0 | 0 | 0 | 0.0 | 0.0 | 45.22400 | 4.297860 | 8.13450 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 |
| 2 | K139 | KUR | CONTROL | 6 | 1 | 5 | 0 | 1 | 1.0 | 2.0 | 36.64200 | 3.153465 | 7.90300 | 0.333333 | 1.00 | 19.0 | NaN | NaN |
| 3 | K140 | KUR | CONTROL | 11 | 5 | 6 | 0 | 4 | 2.0 | 6.0 | 36.01908 | 3.388075 | 6.98360 | 0.545455 | 0.80 | 117.0 | 54.0 | 171.0 |
| 4 | K142 | KUR | CONTROL | 4 | 1 | 3 | 0 | 0 | 0.0 | 0.0 | 51.31620 | 3.611496 | 7.44500 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 |
| 5 | K147 | KUR | CONTROL | 5 | 4 | 1 | 0 | 3 | 1.0 | 4.0 | 42.92665 | 3.601684 | 6.58775 | 0.800000 | 0.75 | 54.0 | 9.0 | 63.0 |
| 6 | K155 | KUR | CONTROL | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.0 | 34.72590 | 3.632580 | 7.65200 | 1.000000 | 1.00 | 40.0 | 0.0 | 40.0 |
| 7 | K157 | KUR | CONTROL | 1 | 1 | 0 | 0 | 0 | 1.0 | 1.0 | 40.56690 | 4.086082 | 7.84100 | 1.000000 | 0.00 | 0.0 | 30.0 | 30.0 |
| 8 | K159 | KUR | CONTROL | 10 | 5 | 5 | 0 | 2 | 0.0 | 2.0 | 24.03904 | 2.085210 | 7.78360 | 0.200000 | 0.40 | 15.0 | 0.0 | 15.0 |
| 9 | K168 | KUR | CONTROL | 16 | 10 | 6 | 0 | 6 | 3.0 | 9.0 | 34.77956 | 2.782870 | 8.13330 | 0.562500 | 0.60 | 66.0 | 143.0 | 209.0 |
| Genotype | Population | Treatment | total_flower | Marked_flower | Unmarked_flower | Supp_flower | Marked_fruit | Unmarked_fruit | Total_fruit | Average of Flower_size | Average of tunnel_volume_cm | Average of bp_area | Fruitset_total | Fruitset_marked | Sum of seed_marked | Seeds_unmarked | Total_seed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | N196 | NET | SUPP | 7 | 2 | 5 | 2 | 1 | 1.0 | 2.0 | 52.469200 | 4.506124 | 8.596000 | 0.285714 | 0.500000 | NaN | 33.0 | NaN |
| 85 | N197 | NET | CONTROL | 6 | 2 | 4 | 0 | 2 | 0.0 | 2.0 | 82.645800 | 4.318484 | 8.987000 | 0.333333 | 1.000000 | 28.0 | 0.0 | 28.0 |
| 86 | N198 | NET | SUPP | 11 | 8 | 3 | 8 | 6 | 1.0 | 7.0 | 64.099950 | 3.088510 | 8.484750 | 0.636364 | 0.750000 | 48.0 | 58.0 | 106.0 |
| 87 | N199 | NET | CONTROL | 5 | 2 | 3 | 0 | 0 | 1.0 | 1.0 | 47.001550 | 3.025331 | 7.972000 | 0.200000 | 0.000000 | 0.0 | 29.0 | 29.0 |
| 88 | N200 | NET | SUPP | 5 | 3 | 2 | 3 | 2 | 1.0 | 3.0 | 37.618067 | 3.695527 | 7.735333 | 0.600000 | 0.666667 | 9.0 | 24.0 | 33.0 |
| 89 | N234 | NET | CONTROL | 1 | 1 | 0 | 0 | 0 | 0.0 | 0.0 | 59.558400 | 6.671280 | 9.588000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 |
| 90 | N900 | NET | CONTROL | 1 | 1 | 0 | 0 | 0 | 0.0 | 0.0 | 31.739300 | 2.751840 | 8.832000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 |
| 91 | N902 | NET | SUPP | 1 | 1 | 0 | 1 | 1 | 0.0 | 1.0 | 50.530700 | 5.975160 | 5.978000 | 1.000000 | 1.000000 | 6.0 | 0.0 | 6.0 |
| 92 | N906 | NET | CONTROL | 1 | 1 | 0 | 0 | 0 | 0.0 | 0.0 | 58.548000 | 3.373300 | 7.508000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 |
| 93 | N910 | NET | SUPP | 2 | 1 | 1 | 1 | 0 | 0.0 | 0.0 | 46.991400 | 3.432940 | 6.043000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 |